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A Vision-Based Path Planning and Following System for a Miniature Robotic Fish

机译:基于视觉的微型机器人鱼路径规划与跟踪系统

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Most existing path following algorithms for middle-or large-sized underwater vehicles minimize yaw difference of the control object. Breaking the canonical manner, this paper presents a vision-based path planning and following system for miniature robotic fish. As for path planning, the proposed system finds a gird path based on the AStar algorithm and selects a series of target points in the grid path. By connecting these points in order, a curve path can be planned. In terms of path following, the proposed system forgoes to give a specific yaw and only uses a global camera. It obtains coordinates of the robotic fish in real time by KCF tracking algorithm to calculate an approximate motion vector. A PID controller is employed to drive the difference angle between the motion vector and the target vector (the vector from the robotic fish to the target point) to zero. By swimming to target points one by one, the robotic fish can move to the terminus following the planned path. Finally, aquatic experiments are conducted to verify the effectiveness of the vision-based path planning and following system. The results reveal that the developed system can generate a safe and smooth path, and the robotic fish can follow the path with acceptable deviation.
机译:中间或大型水下车辆算法的大多数现有路径最小化了控制对象的偏航差异。本文突破了规范方式,介绍了基于视觉的路径规划,以及微型机器人鱼类的后续系统。对于路径规划,所提出的系统基于ASTAR算法找到了一个GIRD路径,并在网格路径中选择一系列目标点。通过按顺序连接这些点,可以计划曲线路径。在路径之后,所提出的系统要给特定的偏航,只使用全局相机。它通过KCF跟踪算法实时获得机器人鱼的坐标来计算近似运动向量。采用PID控制器将运动矢量和目标向量之间的差角(从机器人鱼从机器人鱼到目标点)之间驱动到零。通过游泳逐个游泳,机器人鱼可以在计划路径之后移动到终点。最后,进行了水生实验,以验证基于视觉的路径规划和以下系统的有效性。结果表明,发达的系统可以产生安全且平滑的路径,机器人鱼可以跟随具有可接受偏差的路径。

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